Non-parametric estimation in a semimartingale regression model. Part 1. Oracle Inequalities

This paper considers the problem of estimating a periodic function in a continuous time regression model with a general square integrable semimartingale noise. A model selection adaptive procedure is proposed. Sharp non-asymptotic oracle inequalities have been derived.